From d57bc26c54ff1550f464ee5e1196edf9b50455d2 Mon Sep 17 00:00:00 2001
From: Jean-Michel Bruel <jbruel@gmail.com>
Date: Fri, 22 Nov 2024 14:33:31 +0100
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+:ut2j: https://www.univ-tsle2.fr[UT2J]
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= Overview of the project
+:toc:
[WARNING]
====
This web site is under construction.
====
+== Abstract
+
The MLOps movement adopts the DevOps objective of reducing the gaps between development and operations teams by integrating data scientist teams and Machine Learning (ML) models.
In this project, we wish to apply and adapt good software engineering practices to strengthen both the overall quality of the ML model construction processes and the quality of the software systems produced, particularly in terms of extra-functional properties that will become crucial issues: Fairness, Accountability, Transparency, Ethics, and Security (FATES).
The key concerns will tackle the study, formalization, measurement, and management of these properties throughout the continuous MLOps process. Indeed, more than traditional Key Performance Indicators (KPIs), such as precision and recall, are required to evaluate models' robustness in practical applications.
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A poster is available in xref:attachment$FATES-MLOPS-poster2024.pdf[PDF].
+
+== Partners
+
+- Université Toulouse Jean Jaurès ({ut2j})
+- Université de
+- INRIA Nice
+- Mc Master University
+
+== Contact
+
+Please send an email to contact@fates-mlops.org for any request.
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